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"""Serialization mixin for SQLAlchemy models.
Provides serialization and deserialization functionality
for SQLAlchemy models.
"""
import json
from collections.abc import Iterable
from typing import Any, overload
from sqlalchemy.orm.exc import DetachedInstanceError
from .exceptions import ModelAttributeError
from .inspection import InspectionMixin
from .types import Self
class SerializationMixin(InspectionMixin):
"""Mixin for SQLAlchemy models to provide serialization methods."""
__abstract__ = True
def to_dict(
self,
nested: bool = False,
hybrid_attributes: bool = False,
exclude: list[str] | None = None,
nested_exclude: list[str] | None = None,
) -> dict[str, Any]:
"""Serialize the model to a dictionary.
Parameters
----------
nested : bool, optional
Set to ``True`` to include nested relationships,
by default False.
hybrid_attributes : bool, optional
Set to ``True`` to include hybrid attributes,
by default False.
exclude : list[str] | None, optional
Exclude specific attributes from the result,
by default None.
nested_exclude : list[str] | None, optional
Exclude specific attributes from nested relationships,
by default None.
Returns
-------
dict[str, Any]
Serialized model.
Examples
--------
Assume a model ``User``:
>>> from sqlactive import ActiveRecordBaseModel
>>> class User(ActiveRecordBaseModel):
... __tablename__ = 'users'
... id: Mapped[int] = mapped_column(primary_key=True)
... username: Mapped[str] = mapped_column()
... name: Mapped[str] = mapped_column()
... age: Mapped[int] = mapped_column()
Usage:
>>> user = await User.get(id=1)
>>> user.to_dict()
>>> {'id': 1, 'username': 'user1', 'name': 'John', 'age': 30, ...}
>>> user.to_dict(nested=True)
>>> {'id': 1, 'username': 'user1', 'name': 'John', ..., 'posts': [...], ...}
>>> user.to_dict(hybrid_attributes=True)
>>> {'id': 1, 'username': 'user1', 'name': 'John', ..., 'posts_count': 3, ...}
>>> user.to_dict(exclude=['id', 'username'])
>>> {'name': 'John', 'age': 30, ...}
"""
result = {}
if exclude is None:
view_cols = self.columns
else:
view_cols = filter(lambda e: e not in exclude, self.columns)
for key in view_cols:
result[key] = getattr(self, key, None)
if hybrid_attributes:
for key in self.hybrid_properties:
result[key] = getattr(self, key, None)
if nested:
for key in self.relations:
try:
obj = getattr(self, key)
if isinstance(obj, SerializationMixin):
result[key] = obj.to_dict(
hybrid_attributes=hybrid_attributes,
exclude=nested_exclude,
)
elif isinstance(obj, Iterable):
result[key] = [
o.to_dict(
hybrid_attributes=hybrid_attributes,
exclude=nested_exclude,
)
for o in obj
if isinstance(o, SerializationMixin)
]
except DetachedInstanceError:
continue
return result
def to_json(
self,
nested: bool = False,
hybrid_attributes: bool = False,
exclude: list[str] | None = None,
nested_exclude: list[str] | None = None,
ensure_ascii: bool = False,
indent: int | str | None = None,
sort_keys: bool = False,
) -> str:
"""Serialize the model to JSON.
Calls the ``to_dict()`` method and dumps it to JSON.
Parameters
----------
nested : bool, optional
Set to ``True`` to include nested relationships' data,
by default False.
hybrid_attributes : bool, optional
Set to ``True`` to include hybrid attributes,
by default False.
exclude : list[str] | None, optional
Exclude specific attributes from the result,
by default None.
nested_exclude : list[str] | None, optional
Exclude specific attributes from nested relationships,
by default None.
ensure_ascii : bool, optional
If False, then the return value can contain non-ASCII
characters if they appear in strings contained in obj.
Otherwise, all such characters are escaped in JSON strings,
by default False.
indent : int | str | None, optional
If indent is a non-negative integer, then JSON array
elements and object members will be pretty-printed with
that indent level. An indent level of 0 will only insert
newlines. ``None`` is the most compact representation,
by default None.
sort_keys : bool, optional
Sort dictionary keys, by default False.
Returns
-------
str
Serialized model.
Examples
--------
Assume a model ``User``:
>>> from sqlactive import ActiveRecordBaseModel
>>> class User(ActiveRecordBaseModel):
... __tablename__ = 'users'
... id: Mapped[int] = mapped_column(primary_key=True)
... username: Mapped[str] = mapped_column()
... name: Mapped[str] = mapped_column()
... age: Mapped[int] = mapped_column()
Usage:
>>> user = await User.get(id=1)
>>> user.to_json()
{"id": 1, "username": "user1", "name": "John", "age": 30, ...}
>>> user.to_json(nested=True)
{"id": 1, "username": "user1", "name": "John", "age": 30, "posts": [...], ...}
>>> user.to_json(hybrid_attributes=True)
{"id": 1, "username": "user1", "name": "John", "age": 30, "posts_count": 3, ...}
>>> user.to_json(exclude=['id', 'username'])
{"name": "John", "age": 30, ...}
"""
dumped_model = self.to_dict(
nested=nested,
hybrid_attributes=hybrid_attributes,
exclude=exclude,
nested_exclude=nested_exclude,
)
return json.dumps(
obj=dumped_model,
ensure_ascii=ensure_ascii,
indent=indent,
sort_keys=sort_keys,
default=str,
)
@overload
@classmethod
def from_dict(
cls,
data: dict,
exclude: list[str] | None = None,
nested_exclude: list[str] | None = None,
) -> Self: ...
@overload
@classmethod
def from_dict(
cls,
data: list,
exclude: list[str] | None = None,
nested_exclude: list[str] | None = None,
) -> list[Self]: ...
@classmethod
def from_dict(
cls,
data: dict[str, Any] | list[dict[str, Any]],
exclude: list[str] | None = None,
nested_exclude: list[str] | None = None,
) -> Self | list[Self]:
"""Deserialize a dictionary to the model.
Sets the attributes of the model with the values
of the dictionary.
Parameters
----------
data : dict[str, Any] | list[dict[str, Any]]
Data to deserialize.
exclude : list[str] | None, optional
Exclude specific keys from the dictionary, by default None.
nested_exclude : list[str] | None, optional
Exclude specific attributes from nested relationships,
by default None.
Returns
-------
Self
Deserialized model.
list[Self]
Deserialized models.
Raises
------
ModelAttributeError
If attribute does not exist.
Examples
--------
Assume a model ``User``:
>>> from sqlactive import ActiveRecordBaseModel
>>> class User(ActiveRecordBaseModel):
... __tablename__ = 'users'
... id: Mapped[int] = mapped_column(primary_key=True)
... username: Mapped[str] = mapped_column()
... name: Mapped[str] = mapped_column()
... age: Mapped[int] = mapped_column()
Usage:
>>> user = await User.from_dict({'name': 'John', 'age': 30})
>>> user.to_dict()
{'name': 'John', 'age': 30, ...}
>>> data = [{'name': 'John', 'age': 30}, {'name': 'Jane', 'age': 25}]
>>> users = await User.from_dict(data)
>>> users[0].to_dict()
{'name': 'John', 'age': 30, ...}
>>> users[1].to_dict()
{'name': 'Jane', 'age': 25, ...}
"""
if isinstance(data, list):
return [cls.from_dict(d, exclude, nested_exclude) for d in data]
obj = cls()
for name in data:
if exclude is not None and name in exclude:
continue
if name in obj.hybrid_properties:
continue
if name in obj.relations:
relation_class = cls.get_class_of_relation(name)
setattr(
obj,
name,
relation_class.from_dict(data[name], exclude=nested_exclude),
)
continue
if name in obj.columns:
setattr(obj, name, data[name])
else:
raise ModelAttributeError(name, cls.__name__)
return obj
@classmethod
def from_json(
cls,
json_string: str,
exclude: list[str] | None = None,
nested_exclude: list[str] | None = None,
) -> Any:
"""Deserialize a JSON string to the model.
Loads the JSON string and sets the attributes of the model
with the values of the JSON object using the ``from_dict``
method.
Parameters
----------
json_string : str
JSON string.
exclude : list[str] | None, optional
Exclude specific keys from the dictionary, by default None.
nested_exclude : list[str] | None, optional
Exclude specific attributes from nested relationships,
by default None.
Returns
-------
Any
Deserialized model or models.
Raises
------
ModelAttributeError
If attribute does not exist.
Examples
--------
Assume a model ``User``:
>>> from sqlactive import ActiveRecordBaseModel
>>> class User(ActiveRecordBaseModel):
... __tablename__ = 'users'
... id: Mapped[int] = mapped_column(primary_key=True)
... username: Mapped[str] = mapped_column()
... name: Mapped[str] = mapped_column()
... age: Mapped[int] = mapped_column()
Usage:
>>> user = await User.from_json('{"name": "John", "age": 30}')
>>> user.to_dict()
{'name': 'John', 'age': 30, ...}
>>> json_str = '[{"name": "John", "age": 30}, {"name": "Jane", "age": 25}]'
>>> users = await User.from_json(json_str)
>>> users[0].to_dict()
{'name': 'John', 'age': 30, ...}
>>> users[1].to_dict()
{'name': 'Jane', 'age': 25, ...}
"""
data = json.loads(json_string)
return cls.from_dict(data, exclude, nested_exclude)